10 citations · 24 across the 4 of their papers we have counts for
5 papers
Improving Speech Recognition for African American English With Audio Classification
Shefali Garg, Zhouyuan Huo, Khe Chai Sim +11
Automatic speech recognition (ASR) systems have been shown to have large quality disparities between the language varieties they are intended or expected to recognize. One way to m…
Efficient Domain Adaptation for Speech Foundation Models
Bo Li, Dongseong Hwang, Zhouyuan Huo +8
Foundation models (FMs), that are trained on broad data at scale and are adaptable to a wide range of downstream tasks, have brought large interest in the research community. Benef…
Zeroth-order Asynchronous Doubly Stochastic Algorithm with Variance Reduction
Bin Gu, Zhouyuan Huo, Heng Huang
Zeroth-order (derivative-free) optimization attracts a lot of attention in machine learning, because explicit gradient calculations may be computationally expensive or infeasible.…
Asynchronous Stochastic Block Coordinate Descent with Variance Reduction
Bin Gu, Zhouyuan Huo, Heng Huang
Asynchronous parallel implementations for stochastic optimization have received huge successes in theory and practice recently. Asynchronous implementations with lock-free are more…
Decoupled Asynchronous Proximal Stochastic Gradient Descent with Variance Reduction
Zhouyuan Huo, Bin Gu, Heng Huang
In the era of big data, optimizing large scale machine learning problems becomes a challenging task and draws significant attention. Asynchronous optimization algorithms come out a…